A method to despeckle SAR images based on the maximum a posteriori (MAP) estimation strategy in the undecimated wavelet domain is proposed. The method uses the assumption that the wavelet coefficients probability density functions (PDFs) are generalized Gaussians. The parameters of such distributions are computed by using the moments and the cumulants of the PDFs of the processes that constitute the SAR image, i.e., radar reflectivity and speckle noise. Experimental results demonstrate that the theory of MAP filtering can be successfully applied to SAR images represented in the shift-invariant wavelet domain.
Despeckling SAR images in the undecimated wavelet domain: a MAP approach / F. Argenti;N. Rovai;L. Alparone. - STAMPA. - IV:(2005), pp. 541-544. (Intervento presentato al convegno 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP '05 tenutosi a Philadelphia, PA nel 18-23 March 2005) [10.1109/ICASSP.2005.1416065].
Despeckling SAR images in the undecimated wavelet domain: a MAP approach
ARGENTI, FABRIZIO;ALPARONE, LUCIANO
2005
Abstract
A method to despeckle SAR images based on the maximum a posteriori (MAP) estimation strategy in the undecimated wavelet domain is proposed. The method uses the assumption that the wavelet coefficients probability density functions (PDFs) are generalized Gaussians. The parameters of such distributions are computed by using the moments and the cumulants of the PDFs of the processes that constitute the SAR image, i.e., radar reflectivity and speckle noise. Experimental results demonstrate that the theory of MAP filtering can be successfully applied to SAR images represented in the shift-invariant wavelet domain.File | Dimensione | Formato | |
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